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The logic of adaptive behavior : knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains /
Markov decision processes have become the de facto standard in modeling and solving sequential decision making problems under uncertainty. This book studies lifting Markov decision processes, reinforcement learning and dynamic programming to the first-order (or, relational) setting.
| Clasificación: | Libro Electrónico |
|---|---|
| Autor principal: | |
| Autor Corporativo: | |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
Amsterdam ; Washington, D.C. :
Ios Press,
©2009.
|
| Colección: | Frontiers in artificial intelligence and applications ;
v. 192. |
| Temas: | |
| Acceso en línea: | Texto completo |
MARC
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| 100 | 1 | |a Otterlo, Martijn van. | |
| 245 | 1 | 4 | |a The logic of adaptive behavior : |b knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains / |c Martijn van Otterlo. |
| 260 | |a Amsterdam ; |a Washington, D.C. : |b Ios Press, |c ©2009. | ||
| 300 | |a 1 online resource (xvi, 489 pages) : |b illustrations | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 490 | 1 | |a Frontiers in artificial intelligence and applications ; |v v. 192 | |
| 504 | |a Includes bibliographical references (pages 443-476) and index. | ||
| 505 | 0 | |a Title page; Preface; Contents; CHAPTER 1. Introduction; 1.1. Science and Engineering of Adaptive Behavior; 1.2. You Can Only Learn What You Can Represent; 1.3. About the Contents and Structure of this Book; PART I. Learning Sequential Decision Making under Uncertainty; CHAPTER 2. Markov Decision Processes: Concepts and Algorithms; CHAPTER 3. Generalization and Abstraction in Markov Decision Processes; PART II. Sequential Decisions in the First-Order Setting; CHAPTER 4. Reasoning, Learning and Acting in Worlds with Objects; CHAPTER 5. Model-Free Algorithms for Relational MDPs. | |
| 520 | |a Markov decision processes have become the de facto standard in modeling and solving sequential decision making problems under uncertainty. This book studies lifting Markov decision processes, reinforcement learning and dynamic programming to the first-order (or, relational) setting. | ||
| 588 | 0 | |a Print version record. | |
| 546 | |a English. | ||
| 590 | |a eBooks on EBSCOhost |b EBSCO eBook Subscription Academic Collection - Worldwide | ||
| 650 | 0 | |a Decision making |x Mathematical models. | |
| 650 | 0 | |a Sequential analysis. | |
| 650 | 0 | |a Adaptive control systems. | |
| 650 | 0 | |a Uncertainty (Information theory) | |
| 650 | 0 | |a Computer algorithms. | |
| 650 | 2 | |a Decision Support Techniques | |
| 650 | 2 | |a Algorithms | |
| 650 | 6 | |a Prise de décision |x Modèles mathématiques. | |
| 650 | 6 | |a Analyse séquentielle. | |
| 650 | 6 | |a Systèmes adaptatifs. | |
| 650 | 6 | |a Incertitude (Théorie de l'information) | |
| 650 | 6 | |a Algorithmes. | |
| 650 | 7 | |a algorithms. |2 aat | |
| 650 | 7 | |a COMPUTERS |x Enterprise Applications |x Business Intelligence Tools. |2 bisacsh | |
| 650 | 7 | |a COMPUTERS |x Intelligence (AI) & Semantics. |2 bisacsh | |
| 650 | 7 | |a Adaptive control systems. |2 fast |0 (OCoLC)fst00796490 | |
| 650 | 7 | |a Computer algorithms. |2 fast |0 (OCoLC)fst00872010 | |
| 650 | 7 | |a Decision making |x Mathematical models. |2 fast |0 (OCoLC)fst00889048 | |
| 650 | 7 | |a Sequential analysis. |2 fast |0 (OCoLC)fst01112891 | |
| 650 | 7 | |a Uncertainty (Information theory) |2 fast |0 (OCoLC)fst01160838 | |
| 710 | 2 | |a IOS Press. | |
| 776 | 0 | 8 | |i Print version: |a Otterlo, Martijn van. |t Logic of adaptive behavior. |d Amsterdam ; Washington, D.C. : Ios Press, ©2009 |z 9781586039691 |z 1586039695 |w (DLC) 2008944033 |w (OCoLC)313654110 |
| 830 | 0 | |a Frontiers in artificial intelligence and applications ; |v v. 192. | |
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